{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3m0UJN9_lZBK",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Higher-order Fluid Simulations on Periodic Boundaries with Φ<sub>Flow</sub>\n",
    "\n",
    "[![Google Collab Book](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tum-pbs/PhiFlow/blob/develop/docs/prerendered/HigherOrder_Demo.ipynb)\n",
    "\n",
    "This notebook shows how to write a higher-order incompressible fluid simulation, simulating a Kolmogorov flow.\n",
    "Higher-order finite difference schemes are available since Φ<sub>Flow</sub> 2.3.\n",
    "\n",
    "**Warning:** Higher-order solvers are experimental in version 2.3. Only periodic boundary conditions are supported and the 6th-order implicit schemes does not yet support automatic matrix generation.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aZ7ayjSaccOh",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Higher-order Schemes in Φ<sub>Flow</sub>\n",
    "\n",
    "The spatial order of all built-in finite-difference functions is specified using the `order` parameter.\n",
    "By default, an explicit finite difference scheme is used.\n",
    "For implicit schemes, pass `implicit=Solve(...)` where the `Solve` specifies the algorithm and tolerances.\n",
    "\n",
    "The following options are implemented up to date:\n",
    "\n",
    "\n",
    "<table>\n",
    "<thead>\n",
    "  <tr>\n",
    "    <th>Differential operation<br></th>\n",
    "    <th>Supported Schemes</th>\n",
    "  </tr>\n",
    "</thead>\n",
    "<tbody>\n",
    "  <tr>\n",
    "    <td>field.spatial_gradient,<br>field.laplace,<br>field.divergence</td>\n",
    "    <td>order=2,<br>order=4,<br>order=6, implicit=Solve(...)<br></td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>advect.finite_difference,<br>diffuse.finite_difference</td>\n",
    "    <td>order=2,<br>order=4,<br>order=6, implicit=Solve(...)</td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>fluid.make_incompressible</td>\n",
    "    <td>order=2,<br>order=4</td>\n",
    "  </tr>\n",
    "  <tr>\n",
    "    <td>Field.at</td>\n",
    "    <td>order=2,<br>order=6, implicit=Solve(...) (only available for sampling at midpoints)<br></td>\n",
    "  </tr>\n",
    "</tbody>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dwjWUYgxcaMZ",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "If [Φ<sub>Flow</sub>](https://github.com/tum-pbs/PhiFlow) 2.3 or newer is not already installed, uncomment the first line in the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-NuGPniRlX3u",
    "outputId": "f204a947-7a92-47b8-cbe4-40f41bafaca0",
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# !pip install --upgrade phiflow\n",
    "\n",
    "from phi.jax.flow import *\n",
    "from tqdm.notebook import trange\n",
    "\n",
    "math.set_global_precision(64)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4NTkTx18nitZ",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Pressure Forcing\n",
    "The Kolmogorov flow uses a sinusoidal forcing along x which is added to the velocity at every time step.\n",
    "We add a small perturbation in the form of `Noise` to violate symmetry and trigger a turbulent time development."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 386
    },
    "id": "L95qdtYBfbk1",
    "outputId": "b755086c-dc72-4b6b-de10-8d8bd5d79d88",
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x360 with 4 Axes>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DOMAIN = dict(extrapolation=extrapolation.PERIODIC, bounds=Box(x=2*PI, y=2*PI), x=100, y=100)\n",
    "FORCING = StaggeredGrid(lambda x, y: vec(x=math.sin(4 * y), y=0), **DOMAIN) + StaggeredGrid(Noise(), **DOMAIN) * 0.01\n",
    "plot({'Force along X': FORCING['x'], 'Force along Y': FORCING['y']}, same_scale=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lsr6Ri_9ZPXy",
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Simulation\n",
    "Next we define the momentum equation (PDE) for the incompressible flow.\n",
    "We use 6th-order implicit advection and diffusion.\n",
    "The pressure solve is integrated into Φ<sub>Flow</sub>'s 4th-order Runge-Kutta integrator `fluid.incompressible_rk4`. It uses a 4th-order direct scheme to avoid nested linear solves.\n",
    "For all implicit operations, we use the conjugate gradient method `'CG'` since the periodic boundaries result in symmetric linear equation systems for which CG is fastest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "R-e3yX3cZ95Z",
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def momentum_equation(v, viscosity=0.001):\n",
    "    advection = advect.finite_difference(v, v, order=6, implicit=Solve('CG', 1e-5, 1e-5))\n",
    "    diffusion = diffuse.finite_difference(v, viscosity, order=6, implicit=Solve('CG', 1e-5, 1e-5))\n",
    "    return advection + diffusion + FORCING\n",
    "\n",
    "@jit_compile\n",
    "def rk4_step(v, p, dt):\n",
    "  return fluid.incompressible_rk4(momentum_equation, v, p, dt, pressure_order=4, pressure_solve=Solve('CG', 1e-5, 1e-5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let's run the simulation!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 399
    },
    "id": "ZqtVZao9gNdx",
    "outputId": "618ddfdf-4695-4e54-823c-779f1a351f74",
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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       "\">\n",
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       "</video>"
      ],
      "text/plain": [
       "<matplotlib.animation.FuncAnimation at 0x1f9c0df73d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v0 = StaggeredGrid(0, **DOMAIN)\n",
    "p0 = CenteredGrid(0, **DOMAIN)\n",
    "multi_step = lambda *x, **kwargs: iterate(rk4_step, 25, *x, **kwargs)\n",
    "v_trj, p_trj = iterate(multi_step, batch(time=100), v0, p0, dt=0.005, range=trange)\n",
    "vis.plot(field.curl(v_trj.with_extrapolation(0)), animate='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Saving the Simulation Data\n",
    "\n",
    "We can store the data in one of two ways: Either we use Φ<sub>Flow</sub>'s built-in field I/O functions, or we store the data using NumPy.\n",
    "Let's view the NumPy data first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64 (101, 100, 100, 2)\n"
     ]
    }
   ],
   "source": [
    "np_velocity = v_trj.uniform_values().numpy('time,x,y,vector')\n",
    "print(np_velocity.dtype, np_velocity.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can write this array using any of NumPy's save functions, such as `np.save, np.savez, np.savez_compressed`.\n",
    "Note that we called `.uniform_values()` instead of `.values` to get an array that is guaranteed to be NumPy-compatible for all possible boundary conditions.\n",
    "\n",
    "Alternatively, we can create a Φ<sub>Flow</sub> `Scene` object and write the data to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "scene = Scene.create('data/')\n",
    "\n",
    "scene.write(velocity_trj=v_trj, frame=0)  # write all frames into one file\n",
    "\n",
    "for i, v_frame in enumerate(v_trj.time):  # write each frame into one file\n",
    "    scene.write(velocity=v_frame, frame=i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Comparison to Lower-Order Schemes\n",
    "\n",
    "An evaluation of accuracy and performance can be found [here](Taylor_Green_Comparison.html)."
   ]
  }
 ],
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